Dynamic Prediction of Treatment Failure in Ocular Tuberculosis Using Machine Learning and Explainable AI

This study bridges basic ML research and clinical care by offering explainable, performance-driven models that support real-time, data-informed treatment decisions in managing OTB, potentially improving long-term outcomes.

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Publication Details

Journal
Translational Vision Science & Technology
Published
2025-10-24
DOI
https://doi.org/10.1167/tvst.14.10.31
Primary Topic
Explainable Artificial Intelligence (XAI)
Type
article
Field-Weighted Citation Impact
0.00

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article

Dynamic Prediction of Treatment Failure in Ocular Tuberculosis Using Machine Learning and Explainable AI

William Rojas‐Carabali, Tristan Guérand, John H. Kempen, Thomas Peyrin et al.
Translational Vision Science & Technology
Explainable Artificial Intelligence (XAI)
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Dynamic Prediction of Treatment Failure in Ocular Tuberculosis Using Machine Learning and Explainable AI

William Rojas‐Carabali, Tristan Guérand, John H. Kempen, Thomas Peyrin, Bernett Teck Kwong Lee, Carlos Cifuentes‐González, Vishali Gupta, Justine R. Smith, Germán Mejía‐Salgado, Alejandra de‐la‐Torre, Palvannan Rk, John Abisheganaden, Yap Chun Wei, Carlos Pavesio, Quan Dong Nguyen, Rupesh Agrawal
article en

Abstract

This study bridges basic ML research and clinical care by offering explainable, performance-driven models that support real-time, data-informed treatment decisions in managing OTB, potentially improving long-term outcomes.

Translational Vision Science & TechnologyVol. 14(10)
Agency for Science, Technology and Research (SG), Massachusetts Eye and Ear Infirmary (US), Moorfields Eye Hospital NHS Foundation Trust (GB), National University of Singapore (SG), Flinders University (AU), Nanyang Technological University (SG), Singapore Immunology Network (SG), Tan Tock Seng Hospital (SG), Khoo Teck Puat Hospital (SG), National Institute for Health and Care Research (GB), Queensland Eye Institute (AU), Bellevue Hospital Center (US), Singapore Eye Research Institute (SG), Duke-NUS Medical School (SG), Moorfields Eye Hospital (GB), University College London (GB), Post Graduate Institute of Medical Education and Research (IN), Addis Ababa University (ET), Smith-Kettlewell Eye Research Institute (US), Universidad del Rosario (CO), Stanford University (US)
Nanomaterials Microdevices Research Center, Osaka Institute of Technology, Medical Research Council, National Medical Research Council
Openalex Percentile: Top 84%
Explainable Artificial Intelligence (XAI)
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